Struct ResourceConfigBuilder

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#[non_exhaustive]
pub struct ResourceConfigBuilder { /* private fields */ }

Expand description

A builder for ResourceConfig.

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impl ResourceConfigBuilder

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pub fn instance_type(self, input: TrainingInstanceType) -> Self

The ML compute instance type.

SageMaker Training on Amazon Elastic Compute Cloud (EC2) P4de instances is in preview release starting December 9th, 2022.

Amazon EC2 P4de instances (currently in preview) are powered by 8 NVIDIA A100 GPUs with 80GB high-performance HBM2e GPU memory, which accelerate the speed of training ML models that need to be trained on large datasets of high-resolution data. In this preview release, Amazon SageMaker supports ML training jobs on P4de instances (ml.p4de.24xlarge) to reduce model training time. The ml.p4de.24xlarge instances are available in the following Amazon Web Services Regions.

US East (N. Virginia) (us-east-1)
US West (Oregon) (us-west-2)

To request quota limit increase and start using P4de instances, contact the SageMaker Training service team through your account team.

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pub fn set_instance_type(self, input: Option<TrainingInstanceType>) -> Self

The ML compute instance type.

SageMaker Training on Amazon Elastic Compute Cloud (EC2) P4de instances is in preview release starting December 9th, 2022.

Amazon EC2 P4de instances (currently in preview) are powered by 8 NVIDIA A100 GPUs with 80GB high-performance HBM2e GPU memory, which accelerate the speed of training ML models that need to be trained on large datasets of high-resolution data. In this preview release, Amazon SageMaker supports ML training jobs on P4de instances (ml.p4de.24xlarge) to reduce model training time. The ml.p4de.24xlarge instances are available in the following Amazon Web Services Regions.

US East (N. Virginia) (us-east-1)
US West (Oregon) (us-west-2)

To request quota limit increase and start using P4de instances, contact the SageMaker Training service team through your account team.

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pub fn get_instance_type(&self) -> &Option<TrainingInstanceType>

The ML compute instance type.

SageMaker Training on Amazon Elastic Compute Cloud (EC2) P4de instances is in preview release starting December 9th, 2022.

Amazon EC2 P4de instances (currently in preview) are powered by 8 NVIDIA A100 GPUs with 80GB high-performance HBM2e GPU memory, which accelerate the speed of training ML models that need to be trained on large datasets of high-resolution data. In this preview release, Amazon SageMaker supports ML training jobs on P4de instances (ml.p4de.24xlarge) to reduce model training time. The ml.p4de.24xlarge instances are available in the following Amazon Web Services Regions.

US East (N. Virginia) (us-east-1)
US West (Oregon) (us-west-2)

To request quota limit increase and start using P4de instances, contact the SageMaker Training service team through your account team.

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pub fn instance_count(self, input: i32) -> Self

The number of ML compute instances to use. For distributed training, provide a value greater than 1.

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pub fn set_instance_count(self, input: Option<i32>) -> Self

The number of ML compute instances to use. For distributed training, provide a value greater than 1.

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pub fn get_instance_count(&self) -> &Option<i32>

The number of ML compute instances to use. For distributed training, provide a value greater than 1.

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pub fn volume_size_in_gb(self, input: i32) -> Self

The size of the ML storage volume that you want to provision.

ML storage volumes store model artifacts and incremental states. Training algorithms might also use the ML storage volume for scratch space. If you want to store the training data in the ML storage volume, choose File as the TrainingInputMode in the algorithm specification.

When using an ML instance with NVMe SSD volumes, SageMaker doesn't provision Amazon EBS General Purpose SSD (gp2) storage. Available storage is fixed to the NVMe-type instance's storage capacity. SageMaker configures storage paths for training datasets, checkpoints, model artifacts, and outputs to use the entire capacity of the instance storage. For example, ML instance families with the NVMe-type instance storage include ml.p4d, ml.g4dn, and ml.g5.

When using an ML instance with the EBS-only storage option and without instance storage, you must define the size of EBS volume through VolumeSizeInGB in the ResourceConfig API. For example, ML instance families that use EBS volumes include ml.c5 and ml.p2.

To look up instance types and their instance storage types and volumes, see Amazon EC2 Instance Types.

To find the default local paths defined by the SageMaker training platform, see Amazon SageMaker Training Storage Folders for Training Datasets, Checkpoints, Model Artifacts, and Outputs.

This field is required.

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pub fn set_volume_size_in_gb(self, input: Option<i32>) -> Self

The size of the ML storage volume that you want to provision.

ML storage volumes store model artifacts and incremental states. Training algorithms might also use the ML storage volume for scratch space. If you want to store the training data in the ML storage volume, choose File as the TrainingInputMode in the algorithm specification.

When using an ML instance with NVMe SSD volumes, SageMaker doesn't provision Amazon EBS General Purpose SSD (gp2) storage. Available storage is fixed to the NVMe-type instance's storage capacity. SageMaker configures storage paths for training datasets, checkpoints, model artifacts, and outputs to use the entire capacity of the instance storage. For example, ML instance families with the NVMe-type instance storage include ml.p4d, ml.g4dn, and ml.g5.

When using an ML instance with the EBS-only storage option and without instance storage, you must define the size of EBS volume through VolumeSizeInGB in the ResourceConfig API. For example, ML instance families that use EBS volumes include ml.c5 and ml.p2.

To look up instance types and their instance storage types and volumes, see Amazon EC2 Instance Types.

To find the default local paths defined by the SageMaker training platform, see Amazon SageMaker Training Storage Folders for Training Datasets, Checkpoints, Model Artifacts, and Outputs.

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pub fn get_volume_size_in_gb(&self) -> &Option<i32>

The size of the ML storage volume that you want to provision.

ML storage volumes store model artifacts and incremental states. Training algorithms might also use the ML storage volume for scratch space. If you want to store the training data in the ML storage volume, choose File as the TrainingInputMode in the algorithm specification.

When using an ML instance with NVMe SSD volumes, SageMaker doesn't provision Amazon EBS General Purpose SSD (gp2) storage. Available storage is fixed to the NVMe-type instance's storage capacity. SageMaker configures storage paths for training datasets, checkpoints, model artifacts, and outputs to use the entire capacity of the instance storage. For example, ML instance families with the NVMe-type instance storage include ml.p4d, ml.g4dn, and ml.g5.

When using an ML instance with the EBS-only storage option and without instance storage, you must define the size of EBS volume through VolumeSizeInGB in the ResourceConfig API. For example, ML instance families that use EBS volumes include ml.c5 and ml.p2.

To look up instance types and their instance storage types and volumes, see Amazon EC2 Instance Types.

To find the default local paths defined by the SageMaker training platform, see Amazon SageMaker Training Storage Folders for Training Datasets, Checkpoints, Model Artifacts, and Outputs.

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pub fn volume_kms_key_id(self, input: impl Into<String>) -> Self

The Amazon Web Services KMS key that SageMaker uses to encrypt data on the storage volume attached to the ML compute instance(s) that run the training job.

Certain Nitro-based instances include local storage, dependent on the instance type. Local storage volumes are encrypted using a hardware module on the instance. You can't request a VolumeKmsKeyId when using an instance type with local storage.

For a list of instance types that support local instance storage, see Instance Store Volumes.

For more information about local instance storage encryption, see SSD Instance Store Volumes.

The VolumeKmsKeyId can be in any of the following formats:

// KMS Key ID

"1234abcd-12ab-34cd-56ef-1234567890ab"
// Amazon Resource Name (ARN) of a KMS Key

"arn:aws:kms:us-west-2:111122223333:key/1234abcd-12ab-34cd-56ef-1234567890ab"

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pub fn set_volume_kms_key_id(self, input: Option<String>) -> Self

The Amazon Web Services KMS key that SageMaker uses to encrypt data on the storage volume attached to the ML compute instance(s) that run the training job.

Certain Nitro-based instances include local storage, dependent on the instance type. Local storage volumes are encrypted using a hardware module on the instance. You can't request a VolumeKmsKeyId when using an instance type with local storage.

For a list of instance types that support local instance storage, see Instance Store Volumes.

For more information about local instance storage encryption, see SSD Instance Store Volumes.

The VolumeKmsKeyId can be in any of the following formats:

// KMS Key ID

"1234abcd-12ab-34cd-56ef-1234567890ab"
// Amazon Resource Name (ARN) of a KMS Key

"arn:aws:kms:us-west-2:111122223333:key/1234abcd-12ab-34cd-56ef-1234567890ab"

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pub fn get_volume_kms_key_id(&self) -> &Option<String>

The Amazon Web Services KMS key that SageMaker uses to encrypt data on the storage volume attached to the ML compute instance(s) that run the training job.

Certain Nitro-based instances include local storage, dependent on the instance type. Local storage volumes are encrypted using a hardware module on the instance. You can't request a VolumeKmsKeyId when using an instance type with local storage.

For a list of instance types that support local instance storage, see Instance Store Volumes.

For more information about local instance storage encryption, see SSD Instance Store Volumes.

The VolumeKmsKeyId can be in any of the following formats:

// KMS Key ID

"1234abcd-12ab-34cd-56ef-1234567890ab"
// Amazon Resource Name (ARN) of a KMS Key

"arn:aws:kms:us-west-2:111122223333:key/1234abcd-12ab-34cd-56ef-1234567890ab"

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pub fn keep_alive_period_in_seconds(self, input: i32) -> Self

The duration of time in seconds to retain configured resources in a warm pool for subsequent training jobs.

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pub fn set_keep_alive_period_in_seconds(self, input: Option<i32>) -> Self

The duration of time in seconds to retain configured resources in a warm pool for subsequent training jobs.

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pub fn get_keep_alive_period_in_seconds(&self) -> &Option<i32>

The duration of time in seconds to retain configured resources in a warm pool for subsequent training jobs.

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pub fn instance_groups(self, input: InstanceGroup) -> Self

Appends an item to instance_groups.

To override the contents of this collection use set_instance_groups.

The configuration of a heterogeneous cluster in JSON format.

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pub fn set_instance_groups(self, input: Option<Vec<InstanceGroup>>) -> Self

The configuration of a heterogeneous cluster in JSON format.

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pub fn get_instance_groups(&self) -> &Option<Vec<InstanceGroup>>

The configuration of a heterogeneous cluster in JSON format.

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pub fn training_plan_arn(self, input: impl Into<String>) -> Self

The Amazon Resource Name (ARN); of the training plan to use for this resource configuration.

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pub fn set_training_plan_arn(self, input: Option<String>) -> Self

The Amazon Resource Name (ARN); of the training plan to use for this resource configuration.

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pub fn get_training_plan_arn(&self) -> &Option<String>

The Amazon Resource Name (ARN); of the training plan to use for this resource configuration.

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pub fn build(self) -> ResourceConfig

Consumes the builder and constructs a ResourceConfig.

Trait Implementations§

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impl Clone for ResourceConfigBuilder

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fn clone(&self) -> ResourceConfigBuilder

Returns a duplicate of the value. Read more

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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more

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impl Debug for ResourceConfigBuilder

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more

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impl Default for ResourceConfigBuilder

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fn default() -> ResourceConfigBuilder

Returns the “default value” for a type. Read more

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impl PartialEq for ResourceConfigBuilder

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fn eq(&self, other: &ResourceConfigBuilder) -> bool

Tests for self and other values to be equal, and is used by ==.

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fn ne(&self, other: &Rhs) -> bool

Tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.

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impl StructuralPartialEq for ResourceConfigBuilder

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impl UnwindSafe for ResourceConfigBuilder

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fn with_subscriber<S>(self, subscriber: S) -> WithDispatch<Self>
where S: Into<Dispatch>,

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fn with_current_subscriber(self) -> WithDispatch<Self>

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Struct ResourceConfigBuilderCopy item path

Implementations§

impl ResourceConfigBuilder

pub fn instance_type(self, input: TrainingInstanceType) -> Self

pub fn set_instance_type(self, input: Option<TrainingInstanceType>) -> Self

pub fn get_instance_type(&self) -> &Option<TrainingInstanceType>

pub fn instance_count(self, input: i32) -> Self

pub fn set_instance_count(self, input: Option<i32>) -> Self

pub fn get_instance_count(&self) -> &Option<i32>

pub fn volume_size_in_gb(self, input: i32) -> Self

pub fn set_volume_size_in_gb(self, input: Option<i32>) -> Self

pub fn get_volume_size_in_gb(&self) -> &Option<i32>

pub fn volume_kms_key_id(self, input: impl Into<String>) -> Self

pub fn set_volume_kms_key_id(self, input: Option<String>) -> Self

pub fn get_volume_kms_key_id(&self) -> &Option<String>

pub fn keep_alive_period_in_seconds(self, input: i32) -> Self

pub fn set_keep_alive_period_in_seconds(self, input: Option<i32>) -> Self

pub fn get_keep_alive_period_in_seconds(&self) -> &Option<i32>

pub fn instance_groups(self, input: InstanceGroup) -> Self

pub fn set_instance_groups(self, input: Option<Vec<InstanceGroup>>) -> Self

pub fn get_instance_groups(&self) -> &Option<Vec<InstanceGroup>>

pub fn training_plan_arn(self, input: impl Into<String>) -> Self

pub fn set_training_plan_arn(self, input: Option<String>) -> Self

pub fn get_training_plan_arn(&self) -> &Option<String>

pub fn build(self) -> ResourceConfig

Trait Implementations§

impl Clone for ResourceConfigBuilder

fn clone(&self) -> ResourceConfigBuilder

fn clone_from(&mut self, source: &Self)

impl Debug for ResourceConfigBuilder

fn fmt(&self, f: &mut Formatter<'_>) -> Result

impl Default for ResourceConfigBuilder

fn default() -> ResourceConfigBuilder

impl PartialEq for ResourceConfigBuilder

fn eq(&self, other: &ResourceConfigBuilder) -> bool

fn ne(&self, other: &Rhs) -> bool

impl StructuralPartialEq for ResourceConfigBuilder

Auto Trait Implementations§

impl Freeze for ResourceConfigBuilder

impl RefUnwindSafe for ResourceConfigBuilder

impl Send for ResourceConfigBuilder

impl Sync for ResourceConfigBuilder

impl Unpin for ResourceConfigBuilder

impl UnwindSafe for ResourceConfigBuilder

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impl<T> Any for Twhere T: 'static + ?Sized,

fn type_id(&self) -> TypeId

impl<T> Borrow<T> for Twhere T: ?Sized,

fn borrow(&self) -> &T

impl<T> BorrowMut<T> for Twhere T: ?Sized,

fn borrow_mut(&mut self) -> &mut T

impl<T> CloneToUninit for Twhere T: Clone,

unsafe fn clone_to_uninit(&self, dest: *mut u8)

impl<T> From<T> for T

fn from(t: T) -> T

impl<T> Instrument for T

fn instrument(self, span: Span) -> Instrumented<Self>

fn in_current_span(self) -> Instrumented<Self>

impl<T, U> Into<U> for Twhere U: From<T>,

fn into(self) -> U

impl<T> IntoEither for T

fn into_either(self, into_left: bool) -> Either<Self, Self>

fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>where F: FnOnce(&Self) -> bool,

impl<Unshared, Shared> IntoShared<Shared> for Unsharedwhere Shared: FromUnshared<Unshared>,

fn into_shared(self) -> Shared

impl<T> Paint for Twhere T: ?Sized,

fn fg(&self, value: Color) -> Painted<&T>

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fn primary(&self) -> Painted<&T>

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fn black(&self) -> Painted<&T>

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fn red(&self) -> Painted<&T>

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fn green(&self) -> Painted<&T>

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Struct ResourceConfigBuilder

impl<T> Any for T
where T: 'static + ?Sized,

impl<T> Borrow<T> for T
where T: ?Sized,

impl<T> BorrowMut<T> for T
where T: ?Sized,

impl<T> CloneToUninit for T
where T: Clone,

impl<T, U> Into<U> for T
where U: From<T>,

fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

impl<Unshared, Shared> IntoShared<Shared> for Unshared
where Shared: FromUnshared<Unshared>,

impl<T> Paint for T
where T: ?Sized,